With this function you can construct your weekly calendar of lessons, which is customized on the basis of the courses that you intend to follow. Warning: the personal schedule does not replace the presentation of the study plan! It's an informal tool that can help you better manage the organization of class attendance before the study plan presentation. After the study plan presentation we recommend you to use the Lecture timetable service in your Online Services.
To create your customized schedule follow these instructions:
- Click on the "Enable" link to proceed. You will be asked your surname and first name in order to determine your alphabetic grouping.
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To add or remove courses from your personal schedule, use the small icons which are found next to the courses:
addition of the course
removal of the course
selection of the section of the Laboratory of Architecture (Note: the effective area in which the teaching will be carried out will be determined after the presentation of the Study Plans)
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The sidebar on the left displays the number of lessons included in schedule.
There are also these commands:
View the schedule: allows the viewing of the weekly synoptic schedule
Delete the schedule: cancels the selections made
When you have finished the entry, you can print the calendar you have made.
Semester (Sem) | 1 | First Semester | 2 | Second Semester | A | Annual course | (1) | First Half-semester | (2) | Second Half-semester |
Language
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Course completely offered in italian
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Course completely offered in english
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Not available
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Note on the teaching activities
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In case of structured courses taught by more lecturers, the number of students enrolled is related to the individual lecturer module, while the students opinion of the teaching is related to the course as a whole.
The data related to the last academic years (number of students enrolled and students opinion of the teaching) have not yet been defined.
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Information on didactic, research and institutional assignments on this page are certified by the University; more information, prepared by the lecturer, are available on the personal web page and in the curriculum vitae indicated on this webpage.
List of publications and reserach products for the year 2025 |
No product yet registered in the year 2025 |
List of publications and reserach products for the year 2024 (Show all details | Hide all details) |
Type |
Title of the Publicaiton/Product |
Poster |
Author/s |
Losapio, Gianvito; Beretta, Davide; Mussi, Marco; Metelli, ALBERTO MARIA; Restelli, Marcello |
Title of the book |
ECML-PKDD 2024, Machine Learning for Sustainable Power Systems workshop. |
Item link |
http://hdl.handle.net/11311/1276059 |
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Conference proceedings |
Author/s |
Bacchiocchi, Francesco; Genalti, Gianmarco; Maran, Davide; Mussi, Marco; Restelli, Marcello; Gatti, Nicola; Metelli, ALBERTO MARIA |
Title of the convention |
27th International Conference on Artificial Intelligence and Statistics, AISTATS 2024 |
Location of the convention |
Valencia, Spain |
Title of the review |
--
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Pages |
937 - 945 |
Item link |
http://hdl.handle.net/11311/1267546 |
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Best Arm Identification for Stochastic Rising Bandits (Show >>)(Hide <<)
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Author/s |
Mussi, Marco; Montenegro, Alessandro; Trovo, Francesco; Restelli, Marcello; Metelli, ALBERTO MARIA |
Title of the convention |
International Conference on Machine Learning |
Location of the convention |
Vienna |
Title of the review |
--
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Pages |
1 - 9 |
Item link |
http://hdl.handle.net/11311/1268024 |
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Author/s |
Vincent, T.; Metelli, A. M.; Belousov, B.; Peters, J.; Restelli, M.; D'Eramo, C. |
Title of the convention |
38th AAAI Conference on Artificial Intelligence, AAAI 2024 |
Location of the convention |
can |
Period of the convention |
2024 |
Title of the review |
--
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Pages |
15402 - 15410 |
Item link |
http://hdl.handle.net/11311/1264282 |
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Journal Articles |
A Provably Efficient Option-Based Algorithm for both High-Level and Low-Level Learning (Show >>)(Hide <<)
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Author/s |
Drappo, G.; Metelli, A. M.; Restelli, M. |
Title of the review |
Reinforcement Learning Journal |
Volume |
1 |
Brochure |
-- |
Pages |
1 - 21 |
Item link |
http://hdl.handle.net/11311/1272540 |
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A Reinforcement Learning controller optimizing costs and battery State of Health in smart grids (Show >>)(Hide <<)
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Author/s |
Mussi, Marco; Pellegrino, Luigi; Pindaro, Oscar Francesco; Restelli, Marcello; Trovo, Francesco |
Title of the review |
JOURNAL OF ENERGY STORAGE (ISSN: 2352-152X) |
Volume |
82 |
Brochure |
-- |
Pages |
1 - 9 |
Item link |
http://hdl.handle.net/11311/1260938 |
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Interpretable linear dimensionality reduction based on bias-variance analysis (Show >>)(Hide <<)
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Author/s |
Bonetti, P.; Metelli, A. M.; Restelli, M. |
Title of the review |
DATA MINING AND KNOWLEDGE DISCOVERY (ISSN: 1384-5810) |
Volume |
- |
Brochure |
-- |
Pages |
- |
Item link |
http://hdl.handle.net/11311/1264281 |
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Sample complexity of variance-reduced policy gradient: weaker assumptions and lower bounds (Show >>)(Hide <<)
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Author/s |
Paczolay, Gabor; Papini, Matteo; Metelli, Alberto Maria; Harmati, Istvan; Restelli, Marcello |
Title of the review |
MACHINE LEARNING (ISSN: 0885-6125) |
Volume |
ECML PKDD 2024 |
Brochure |
-- |
Pages |
1 - 36 |
Item link |
http://hdl.handle.net/11311/1269295 |
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List of publications and reserach products for the year 2023 (Show all details | Hide all details) |
Type |
Title of the Publicaiton/Product |
Abstract in Atti di convegno |
A Brief Guide to Multi-Objective Reinforcement Learning and Planning JAAMAS track (Show >>)(Hide <<)
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Author/s |
Hayes, C. F.; Rădulescu, R.; Bargiacchi, E.; Källström, J.; Macfarlane, M.; Reymond, M.; Verstraeten, T.; Zintgraf, L. M.; Dazeley, R.; Heintz, F.; Howley, E.; Irissappane, A. A.; Mannion, P.; Nowé, A.; Ramos, G.; Restelli, M.; Vamplew, P.; Roijers, D. M. |
Title of the book |
PROCEEDINGS OF THE INTERNATIONAL JOINT CONFERENCE ON AUTONOMOUS AGENTS AND MULTIAGENT SYSTEMS |
Number of pages |
3 |
Title of the convention |
INTERNATIONAL JOINT CONFERENCE ON AUTONOMOUS AGENTS AND MULTIAGENT SYSTEMS |
Location of the convention |
London, UK |
Volume |
2023-May |
Pages |
1988 - 1990 |
Item link |
http://hdl.handle.net/11311/1261000 |
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Conference proceedings |
A Provably Efficient Option-Based Algorithm for both High-Level and Low-Level Learning (Show >>)(Hide <<)
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Author/s |
Drappo, Gianluca; Metelli, ALBERTO MARIA; Restelli, Marcello |
Title of the convention |
Sixteenth European Workshop on Reinforcement Learning |
Location of the convention |
Bruxelles |
Title of the review |
--
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Pages |
1 - 24 |
Item link |
http://hdl.handle.net/11311/1249489 |
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A Tale of Sampling and Estimation in Discounted Reinforcement Learning (Show >>)(Hide <<)
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Author/s |
Metelli, ALBERTO MARIA; Mutti, Mirco; Restelli, Marcello |
Title of the convention |
The 26th International Conference on Artificial Intelligence and Statistics |
Location of the convention |
Valencia, Spain |
Title of the review |
--
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Pages |
4575 - 4601 |
Item link |
http://hdl.handle.net/11311/1243580 |
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Dynamic Pricing with Volume Discounts in Online Settings (Show >>)(Hide <<)
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Author/s |
Mussi, M.; Genalti, G.; Nuara, A.; Trovo', F.; Restelli, M.; Gatti, N. |
Title of the convention |
IAAI Conference |
Location of the convention |
Washington D.C. |
Title of the review |
--
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Pages |
15560 - 15568 |
Item link |
http://hdl.handle.net/11311/1249657 |
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Author/s |
Mussi, Marco; Metelli, ALBERTO MARIA; Restelli, Marcello |
Title of the convention |
The Fortieth International Conference on Machine Learning |
Location of the convention |
Honolulu, HI, US |
Title of the review |
--
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Pages |
25563 - 25587 |
Item link |
http://hdl.handle.net/11311/1244197 |
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Information-Theoretic Regret Bounds for Bandits with Fixed Expert Advice (Show >>)(Hide <<)
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Author/s |
Eldowa, Khaled; Cesa-Bianchi, Nicolò; Metelli, Alberto Maria; Restelli, Marcello |
Title of the convention |
2023 IEEE Information Theory Workshop (ITW) |
Location of the convention |
Saint-Malo, France |
Period of the convention |
April 23-28, 2023 |
Title of the review |
--
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Pages |
30 - 35 |
Item link |
http://hdl.handle.net/11311/1244157 |
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On the Relation between Policy Improvement and Off-Policy Minimum-Variance Policy Evaluation (Show >>)(Hide <<)
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Author/s |
Metelli, ALBERTO MARIA; Meta, Samuele; Restelli, Marcello |
Title of the convention |
39th Conference on Uncertainty in Artificial Intelligence |
Location of the convention |
Pittsburgh, PA, US |
Title of the review |
--
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Pages |
1423 - 1433 |
Item link |
http://hdl.handle.net/11311/1244217 |
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Provably Efficient Causal Model-Based Reinforcement Learning for Systematic Generalization (Show >>)(Hide <<)
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Author/s |
Mutti, M.; De Santi, R.; Rossi, E.; Calderon, J. F.; Bronstein, M.; Restelli, M. |
Title of the convention |
37th AAAI Conference on Artificial Intelligence, AAAI 2023 |
Location of the convention |
usa |
Period of the convention |
2023 |
Title of the review |
--
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Pages |
9251 - 9259 |
Item link |
http://hdl.handle.net/11311/1261003 |
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Simultaneously Updating All Persistence Values in Reinforcement Learning (Show >>)(Hide <<)
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Author/s |
Sabbioni, Luca; AL DAIRE, Luca; Bisi, Lorenzo; Metelli, ALBERTO MARIA; Restelli, Marcello |
Title of the convention |
Thirty-Seventh AAAI Conference on Artificial Intelligence |
Location of the convention |
Washington, DC, USA |
Title of the review |
--
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Pages |
9668 - 9676 |
Item link |
http://hdl.handle.net/11311/1243579 |
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Stepsize Learning for Policy Gradient Methods in Contextual Markov Decision Processes (Show >>)(Hide <<)
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Author/s |
Sabbioni, L.; Corda, F.; Restelli, M. |
Title of the convention |
European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ECML PKDD 2023 |
Location of the convention |
ita |
Period of the convention |
2023 |
Title of the review |
--
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Pages |
506 - 523 |
Item link |
http://hdl.handle.net/11311/1261004 |
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Author/s |
Russo, Alessio; Metelli, ALBERTO MARIA; Restelli, Marcello |
Title of the convention |
Sixteenth European Workshop on Reinforcement Learning |
Location of the convention |
Brussels, Belgium |
Period of the convention |
14/9/2023 - 16/9/2023 |
Title of the review |
--
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Pages |
1 - 19 |
Item link |
http://hdl.handle.net/11311/1249517 |
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Tight Performance Guarantees of Imitator Policies with Continuous Actions (Show >>)(Hide <<)
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Author/s |
Maran, Davide; Metelli, ALBERTO MARIA; Restelli, Marcello |
Title of the convention |
Thirty-Seventh AAAI Conference on Artificial Intelligence |
Location of the convention |
Washington, DC, USA |
Period of the convention |
FEB. 07-14, 2023 |
Title of the review |
--
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Pages |
9073 - 9080 |
Item link |
http://hdl.handle.net/11311/1243578 |
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Towards Theoretical Understanding of Inverse Reinforcement Learning (Show >>)(Hide <<)
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Author/s |
Metelli, ALBERTO MARIA; Lazzati, Filippo; Restelli, Marcello |
Title of the convention |
The Fortieth International Conference on Machine Learning |
Location of the convention |
Honolulu, HI, US |
Title of the review |
--
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Pages |
24555 - 24591 |
Item link |
http://hdl.handle.net/11311/1244198 |
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Towards an AI-Based Framework for Autonomous Design and Construction: Learning from Reinforcement Learning Success in RTS Games (Show >>)(Hide <<)
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Author/s |
Elmaraghy, A.; Montali, J.; Restelli, M.; Causone, F.; Ruttico, P. |
Title of the convention |
20th International Conference on Computer-Aided Architectural Design Futures, CAAD Futures 2023 |
Location of the convention |
Delft |
Period of the convention |
5-7 July 2023 |
Title of the review |
--
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Pages |
376 - 392 |
Item link |
http://hdl.handle.net/11311/1256662 |
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Truncating Trajectories in Monte Carlo Policy Evaluation: an Adaptive Approach (Show >>)(Hide <<)
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Author/s |
Poiani, Riccardo; Nobili, Nicole; Metelli, ALBERTO MARIA; Restelli, Marcello |
Title of the convention |
The Thirty-seventh Annual Conference on Neural Information Processing Systems |
Location of the convention |
New Orleans |
Title of the review |
--
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Pages |
12141 - 12153 |
Item link |
http://hdl.handle.net/11311/1261708 |
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Truncating Trajectories in Monte Carlo Reinforcement Learning (Show >>)(Hide <<)
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Author/s |
Poiani, Riccardo; Metelli, ALBERTO MARIA; Restelli, Marcello |
Title of the convention |
The Fortieth International Conference on Machine Learning |
Location of the convention |
Honolulu, HI, US |
Title of the review |
--
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Pages |
27994 - 28042 |
Item link |
http://hdl.handle.net/11311/1244177 |
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Wasserstein Actor-Critic: Directed Exploration via Optimism for Continuous-Actions Control (Show >>)(Hide <<)
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Author/s |
Likmeta, Amarildo; Sacco, Matteo; Metelli, ALBERTO MARIA; Restelli, Marcello |
Title of the convention |
Thirty-Seventh AAAI Conference on Artificial Intelligence |
Location of the convention |
Washington, DC, USA |
Title of the review |
--
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Pages |
8782 - 8790 |
Item link |
http://hdl.handle.net/11311/1243577 |
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Journal Articles |
ARLO: A framework for Automated Reinforcement Learning (Show >>)(Hide <<)
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Author/s |
Mussi, Marco; Lombarda, Davide; Metelli, Alberto Maria; Trovo, Francesco; Restelli, Marcello |
Title of the review |
EXPERT SYSTEMS WITH APPLICATIONS (ISSN: 0957-4174) |
Volume |
224 |
Brochure |
-- |
Pages |
1 - 12 |
Item link |
http://hdl.handle.net/11311/1234951 |
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An Option-Dependent Analysis of Regret Minimization Algorithms in Finite-Horizon Semi-MDP (Show >>)(Hide <<)
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Author/s |
Drappo, Gianluca; Metelli, ALBERTO MARIA; Restelli, Marcello |
Title of the review |
TRANSACTIONS ON MACHINE LEARNING RESEARCH (ISSN: 2835-8856) |
Volume |
1 |
Brochure |
-- |
Pages |
1 - 24 |
Item link |
http://hdl.handle.net/11311/1249487 |
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Author/s |
Mutti, Mirco; De SANTI, Riccardo; De BARTOLOMEIS, Piersilvio; Restelli, Marcello |
Title of the review |
JOURNAL OF MACHINE LEARNING RESEARCH (ISSN: 1533-7928) |
Volume |
24 |
Brochure |
250 |
Pages |
1 - 42 |
Item link |
http://hdl.handle.net/11311/1261006 |
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Dealer markets: A reinforcement learning mean field game approach (Show >>)(Hide <<)
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Author/s |
Bernasconi, Martino; Vittori, E.; Trovo, Francesco; Restelli, Marcello |
Title of the review |
THE NORTH AMERICAN JOURNAL OF ECONOMICS AND FINANCE (ISSN: 1062-9408) |
Volume |
68 |
Brochure |
-- |
Pages |
1 - 15 |
Item link |
http://hdl.handle.net/11311/1260941 |
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IWDA: Importance Weighting for Drift Adaptation in Streaming Supervised Learning Problems (Show >>)(Hide <<)
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Author/s |
Fedeli, Filippo; Metelli, ALBERTO MARIA; Trovo', Francesco; Restelli, Marcello |
Title of the review |
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS (ISSN: 2162-237X) |
Volume |
34 |
Brochure |
10 |
Pages |
6813 - 6823 |
Item link |
http://hdl.handle.net/11311/1236403 |
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Optimizing Empty Container Repositioning and Fleet Deployment via Configurable Semi-POMDPs (Show >>)(Hide <<)
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Author/s |
Poiani, Riccardo; Stirbu, Ciprian; Metelli, ALBERTO MARIA; Restelli, Marcello |
Title of the review |
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS (ISSN: 1524-9050) |
Volume |
[Online 2023] |
Brochure |
-- |
Pages |
1 - 9 |
Item link |
http://hdl.handle.net/11311/1260928 |
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Risk-averse optimization of reward-based coherent risk measures (Show >>)(Hide <<)
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Author/s |
Bonetti, M.; Bisi, L.; Restelli, M. |
Title of the review |
ARTIFICIAL INTELLIGENCE (ISSN: 0004-3702) |
Volume |
316 |
Brochure |
-- |
Pages |
1 - 104 |
Item link |
http://hdl.handle.net/11311/1261002 |
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The EU-funded I3LUNG Project: Integrative Science, Intelligent Data Platform for Individualized LUNG Cancer Care With Immunotherapy (Show >>)(Hide <<)
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Author/s |
Prelaj, Arsela; Ganzinelli, Monica; Trovo', Francesco; Roisman, Laila C; Pedrocchi, Alessandra Laura Giulia; Kosta, Sokol; Restelli, Marcello; Ambrosini, Emilia; Broggini, Massimo; Pravettoni, Gabriella; Monzani, Dario; Nuara, Alessandro; Amat, Ramon; Spathas, Nikos; Willis, Michael; Pearson, Alexander; Dolezal, James; Mazzeo, Laura; Sangaletti, Sabina; Correa, Ana Maria; Aguaron, Alfonso; Watermann, Iris; Popa, Crina; Raimondi, Giulia; Triulzi, Tiziana; Steurer, Stefan; Lo Russo, Giuseppe; Linardou, Helena; Peled, Nir; Felip, Enriqueta; Reck, Martin; Garassino, Marina Chiara |
Title of the review |
CLINICAL LUNG CANCER (ISSN: 1525-7304) |
Volume |
24 |
Brochure |
4 |
Pages |
381 - 387 |
Item link |
http://hdl.handle.net/11311/1233225 |
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List of publications and reserach products for the year 2022 (Show all details | Hide all details) |
Type |
Title of the Publicaiton/Product |
Abstract in Atti di convegno |
Advancing drought monitoring via feature extraction and multi-task learning algorithms (Show >>)(Hide <<)
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Author/s |
Giuliani, Matteo; Bonetti, Paolo; Metelli, ALBERTO MARIA; Restelli, Marcello; Castelletti, ANDREA FRANCESCO |
Title of the book |
EGU Geophysical Research Abstracts |
Name of the project |
101003876 |
Publisher |
Copernicus |
Title of the convention |
EGU General Assembly 2022 |
Location of the convention |
Vienna |
Period of the convention |
23/05/2022–27/05/2022 |
Item link |
http://hdl.handle.net/11311/1233105 |
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Patents |
A COMPUTER IMPLEMENTED METHOD FOR REAL TIME QUANTUM COMPILING BASED ON ARTIFICIAL INTELLIGENCE (Show >>)(Hide <<)
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Author/s |
Prati, E.; Moro, L.; Restelli, M. |
Patent owner |
Politecnico di Milano, CONSIGLIO NAZIONALE DELLE RICERCHE |
Patent number |
PCT/IB2022/052359 |
Item link |
http://hdl.handle.net/11311/1237294 |
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Contributions on scientific books |
Author/s of the contributin |
Bonarini, Andrea; Alippi, Cesare; Colombetti, Marco; Amigoni, Francesco; Boracchi, Giacomo; Caglioti, Vincenzo; Gini, Giuseppina; Loiacono, Daniele; Matteucci, Matteo; Restelli, Marcello; Roveri, Manuel; Schiaffonati, Viola |
Title of the book |
Le radici del futuro - Storie dal Politecnico di Milano (ISBN: 9788891650702) |
Author/s of the book |
A. De Maio, C. Treu |
Publisher |
Maggioli editore |
Pages |
225 - 236 |
Item link |
http://hdl.handle.net/11311/1209073 |
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Conference proceedings |
Addressing Non-Stationarity in FX Trading with Online Model Selection of Offline RL Experts (Show >>)(Hide <<)
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Author/s |
Riva, A.; Bisi, L.; Liotet, P.; Sabbioni, L.; Vittori, E.; Pinciroli, M.; Trapletti, M.; Restelli, M. |
Title of the convention |
ACM International Conference on AI in Finance |
Location of the convention |
New York |
Title of the review |
--
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Pages |
394 - 402 |
Item link |
http://hdl.handle.net/11311/1231403 |
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Balancing Sample Efficiency and Suboptimality in Inverse Reinforcement Learning (Show >>)(Hide <<)
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Author/s |
Damiani, Angelo; Manganini, Giorgio; Metelli, ALBERTO MARIA; Restelli, Marcello |
Title of the convention |
39th International Conference on Machine Learning, (ICML) 2022 |
Location of the convention |
Baltimore, US |
Title of the review |
--
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Pages |
4618 - 4629 |
Item link |
http://hdl.handle.net/11311/1220029 |
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Challenging Common Assumptions in Convex Reinforcement Learning (Show >>)(Hide <<)
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Author/s |
Mutti, Mirco; De Santi, Riccardo; De Bartolomeis, Piersilvio; Restelli, Marcello |
Title of the convention |
Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, NeurIPS 2022 |
Location of the convention |
New Orleans, USA |
Title of the review |
--
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Pages |
4489 - 4502 |
Item link |
http://hdl.handle.net/11311/1234349 |
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Dark-Pool Smart Order Routing: a Combinatorial Multi-armed Bandit Approach (Show >>)(Hide <<)
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Author/s |
BERNASCONI de LUCA, Martino; Vittori, E.; Trovo', F.; Restelli, M. |
Title of the convention |
3rd ACM International Conference on AI in Finance, ICAIF 2022 |
Location of the convention |
usa |
Period of the convention |
2022 |
Title of the review |
--
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Pages |
352 - 360 |
Item link |
http://hdl.handle.net/11311/1231802 |
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Author/s |
Liotet, Pierre; Maran, Davide; Bisi, Lorenzo; Restelli, Marcello |
Title of the convention |
38th International Conference on Machine Learning (ICML) |
Location of the convention |
Baltimora, USA |
Title of the review |
--
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Pages |
13528 - 13556 |
Item link |
http://hdl.handle.net/11311/1234345 |
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Finite Sample Analysis of Mean-Volatility Actor-Critic for Risk-Averse Reinforcement Learning (Show >>)(Hide <<)
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Author/s |
Eldowa, Khaled; Bisi, Lorenzo; Restelli, Marcello |
Title of the convention |
International Conference on Artificial Intelligence and Statistics, {AISTATS} 2022 |
Location of the convention |
Online |
Title of the review |
--
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Pages |
10028 - 10066 |
Item link |
http://hdl.handle.net/11311/1234344 |
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Goal-Directed Planning via Hindsight Experience Replay (Show >>)(Hide <<)
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Author/s |
Moro, Lorenzo; Likmeta, Amarildo; Prati, Enrico; Restelli, Marcello |
Title of the convention |
10th International Conference on Learning Representations, ICLR 2022 |
Location of the convention |
Virtual Conference |
Title of the review |
--
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Pages |
1 - 16 |
Item link |
http://hdl.handle.net/11311/1219889 |
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Learning in Markov Games: can we exploit a general-sum opponent? (Show >>)(Hide <<)
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Author/s |
Ramponi, G.; Restelli, M. |
Title of the convention |
38th Conference on Uncertainty in Artificial Intelligence, UAI 2022 |
Location of the convention |
nld |
Period of the convention |
2022 |
Title of the review |
--
|
Pages |
1665 - 1675 |
Item link |
http://hdl.handle.net/11311/1231800 |
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Lifelong Hyper-Policy Optimization with Multiple Importance Sampling Regularization (Show >>)(Hide <<)
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Author/s |
Liotet, Pierre; Vidaich, Francesco; Metelli, Alberto Maria; Restelli, Marcello |
Title of the convention |
Thirty-Sixth AAAI Conference on Artificial Intelligence |
Location of the convention |
Virtual Event |
Title of the review |
--
|
Pages |
7525 - 7533 |
Item link |
http://hdl.handle.net/11311/1220030 |
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Multi-Armed Bandit Problem with Temporally-Partitioned Rewards: When Partial Feedback Counts (Show >>)(Hide <<)
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Author/s |
Romano, Giulia; Agostini, Andrea; Trovo, Francesco; Gatti, Nicola; Restelli, Marcello |
Title of the convention |
31st International Joint Conference on Artificial Intelligence, IJCAI 2022 |
Location of the convention |
Vienna |
Period of the convention |
23-29 July 2022 |
Title of the review |
IJCAI (ISSN: 1045-0823)
|
Pages |
3401 - 3407 |
Item link |
http://hdl.handle.net/11311/1231823 |
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Author/s |
Poiani, Riccardo; Metelli, Alberto Maria; Restelli, Marcello |
Title of the convention |
Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, NeurIPS 2022 |
Location of the convention |
New Orleans, USA |
Title of the review |
--
|
Pages |
17857 - 17870 |
Item link |
http://hdl.handle.net/11311/1234348 |
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Off-Policy Evaluation with Deficient Support Using Side Information (Show >>)(Hide <<)
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Author/s |
Felicioni, Nicolò; Ferrari Dacrema, Maurizio; Restelli, Marcello; Cremonesi, Paolo |
Title of the convention |
Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, NeurIPS 2022 |
Location of the convention |
New Orleans, USA |
Title of the review |
--
|
Pages |
30250 - 30264 |
Item link |
http://hdl.handle.net/11311/1234350 |
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Pricing the Long Tail by Explainable Product Aggregation and Monotonic Bandits (Show >>)(Hide <<)
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Author/s |
Mussi, M.; Genalti, G.; Trovo, F.; Nuara, A.; Gatti, N.; Restelli, M. |
Title of the convention |
28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, KDD 2022 |
Location of the convention |
usa |
Period of the convention |
2022 |
Title of the review |
--
|
Pages |
3623 - 3633 |
Item link |
http://hdl.handle.net/11311/1231795 |
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Reward-Free Policy Space Compression for Reinforcement Learning (Show >>)(Hide <<)
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Author/s |
Mutti, Mirco; Del COL, Stefano; Restelli, Marcello |
Title of the convention |
International Conference on Artificial Intelligence and Statistics, {AISTATS} 2022 |
Location of the convention |
Online |
Title of the review |
--
|
Pages |
3187 - 3203 |
Item link |
http://hdl.handle.net/11311/1234343 |
|
Author/s |
Metelli, ALBERTO MARIA; Trovo', Francesco; Pirola, Matteo; Restelli, Marcello |
Title of the convention |
39th International Conference on Machine Learning, (ICML) 2022 |
Location of the convention |
Baltimore, USA |
Period of the convention |
July 17-23, 2022 |
Title of the review |
--
|
Pages |
15421 - 15457 |
Item link |
http://hdl.handle.net/11311/1220028 |
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Storehouse: a Reinforcement Learning Environment for Optimizing Warehouse Management (Show >>)(Hide <<)
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Author/s |
Cestero, J.; Quartulli, M.; Metelli, A. M.; Restelli, M. |
Title of the convention |
2022 International Joint Conference on Neural Networks (IJCNN) |
Location of the convention |
Padua, Italy |
Title of the review |
--
|
Pages |
1 - 9 |
Item link |
http://hdl.handle.net/11311/1223247 |
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The Importance of Non-Markovianity in Maximum State Entropy Exploration (Show >>)(Hide <<)
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Author/s |
Mutti, Mirco; De Santi, Riccardo; Restelli, Marcello |
Title of the convention |
39th International Conference on Machine Learning, (ICML) 2022 |
Location of the convention |
Baltimora, USA |
Period of the convention |
July 17-23, 2022 |
Title of the review |
--
|
Pages |
16223 - 16239 |
Item link |
http://hdl.handle.net/11311/1234346 |
|
Author/s |
Occorso, Manuel; Sabbioni, Luca; Metelli, ALBERTO MARIA; Restelli, Marcello |
Title of the convention |
European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases |
Location of the convention |
Grenoble, France |
Title of the review |
--
|
Pages |
62 - 74 |
Item link |
http://hdl.handle.net/11311/1231407 |
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Unsupervised Reinforcement Learning in Multiple Environments (Show >>)(Hide <<)
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Author/s |
Mutti, M.; Mancassola, M.; Restelli, M. |
Title of the convention |
36th AAAI Conference on Artificial Intelligence, AAAI 2022 |
Location of the convention |
Online |
Period of the convention |
2022 |
Title of the review |
--
|
Pages |
7850 - 7858 |
Item link |
http://hdl.handle.net/11311/1231801 |
|
Journal Articles |
A practical guide to multi-objective reinforcement learning and planning (Show >>)(Hide <<)
|
Author/s |
Hayes, C. F.; Radulescu, R.; Bargiacchi, E.; Kallstrom, J.; Macfarlane, M.; Reymond, M.; Verstraeten, T.; Zintgraf, L. M.; Dazeley, R.; Heintz, F.; Howley, E.; Irissappane, A. A.; Mannion, P.; Nowe, A.; Ramos, G.; Restelli, M.; Vamplew, P.; Roijers, D. M. |
Title of the review |
AUTONOMOUS AGENTS AND MULTI-AGENT SYSTEMS (ISSN: 1387-2532) |
Volume |
36 |
Brochure |
1 |
Pages |
1 - 59 |
Item link |
http://hdl.handle.net/11311/1231792 |
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An online state of health estimation method for lithium-ion batteries based on time partitioning and data-driven model identification (Show >>)(Hide <<)
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Author/s |
Mussi, M.; Pellegrino, L.; Restelli, M.; Trovo', Francesco |
Title of the review |
JOURNAL OF ENERGY STORAGE (ISSN: 2352-152X) |
Volume |
55 |
Brochure |
Part B |
Pages |
1 - 8 |
Item link |
http://hdl.handle.net/11311/1231788 |
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Machine Learning Using Real-World and Translational Data to Improve Treatment Selection for NSCLC Patients Treated with Immunotherapy (Show >>)(Hide <<)
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Author/s |
Prelaj, Arsela; Boeri, Mattia; Robuschi, Alessandro; Ferrara, Roberto; Proto, Claudia; Lo Russo, Giuseppe; Galli, Giulia; De Toma, Alessandro; Brambilla, Marta; Occhipinti, Mario; Manglaviti, Sara; Beninato, Teresa; Bottiglieri, Achille; Massa, Giacomo; Zattarin, Emma; Gallucci, Rosaria; Galli, Edoardo Gregorio; Ganzinelli, Monica; Sozzi, Gabriella; de Braud, Filippo G M; Garassino, Marina Chiara; Restelli, Marcello; Pedrocchi, Alessandra Laura Giulia; Trovo', Francesco |
Title of the review |
CANCERS (ISSN: 2072-6694) |
Volume |
14 |
Brochure |
2 |
Pages |
1 - 16 |
Item link |
http://hdl.handle.net/11311/1220882 |
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Online joint bid/daily budget optimization of Internet advertising campaigns (Show >>)(Hide <<)
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Author/s |
Nuara, A.; Trovo, F.; Gatti, N.; Restelli, M. |
Title of the review |
ARTIFICIAL INTELLIGENCE (ISSN: 0004-3702) |
Volume |
305 |
Brochure |
-- |
Pages |
1 - 31 |
Item link |
http://hdl.handle.net/11311/1203817 |
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Policy space identification in configurable environments (Show >>)(Hide <<)
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Author/s |
Metelli, A. M.; Manneschi, G.; Restelli, M. |
Title of the review |
MACHINE LEARNING (ISSN: 0885-6125) |
Volume |
111 |
Brochure |
6 |
Pages |
2093 - 2145 |
Item link |
http://hdl.handle.net/11311/1184498 |
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Real-world data to build explainable trustworthy artificial intelligence models for prediction of immunotherapy efficacy in NSCLC patients (Show >>)(Hide <<)
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Author/s |
Prelaj, Arsela; Galli, Edoardo Gregorio; Miskovic, Vanja; Pesenti, Mattia; Viscardi, Giuseppe; Pedica, Benedetta; Mazzeo, Laura; Bottiglieri, Achille; Provenzano, Leonardo; Spagnoletti, Andrea; Marinacci, Roberto; De Toma, Alessandro; Proto, Claudia; Ferrara, Roberto; Brambilla, Marta; Occhipinti, Mario; Manglaviti, Sara; Galli, Giulia; Signorelli, Diego; Giani, Claudia; Beninato, Teresa; Pircher, Chiara Carlotta; Rametta, Alessandro; Kosta, Sokol; Zanitti, Michele; Di Mauro, Maria Rosa; Rinaldi, Arturo; Di Gregorio, Settimio; Antonia, Martinetti; Garassino, Marina Chiara; de Braud, Filippo G M; Restelli, Marcello; Lo Russo, Giuseppe; Ganzinelli, Monica; Trovo, Francesco; Pedrocchi, Alessandra Laura Giulia |
Title of the review |
FRONTIERS IN ONCOLOGY (ISSN: 2234-943X) |
Volume |
12 |
Brochure |
-- |
Pages |
1 - 14 |
Item link |
http://hdl.handle.net/11311/1232787 |
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Risk-averse policy optimization via risk-neutral policy optimization (Show >>)(Hide <<)
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Author/s |
Bisi, L.; Santambrogio, D.; Sandrelli, F.; Tirinzoni, A.; Ziebart, B. D.; Restelli, M. |
Title of the review |
ARTIFICIAL INTELLIGENCE (ISSN: 0004-3702) |
Volume |
311 |
Brochure |
-- |
Pages |
1 - 16 |
Item link |
http://hdl.handle.net/11311/1231797 |
|
Author/s |
Papini, M.; Pirotta, M.; Restelli, M. |
Title of the review |
MACHINE LEARNING (ISSN: 0885-6125) |
Volume |
111 |
Brochure |
11 |
Pages |
4081 - 4137 |
Item link |
http://hdl.handle.net/11311/1231794 |
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List of publications and reserach products for the year 2021 (Show all details | Hide all details) |
Type |
Title of the Publicaiton/Product |
Abstract in Rivista |
Abstract PO-065: Artificial intelligence to improve selection for NSCLC patients treated with immunotherapy (Show >>)(Hide <<)
|
Author/s |
Prelaj, Arsela; Boeri, Mattia; Robuschi, Alessandro; Proto, Claudia; Russo, Giuseppe Lo; Ferrara, Roberto; Galli, Giulia; De Toma, Alessandro; Brambilla, Marta; Occhipinti, Mario; Manglaviti, Sara; Labianca, Alice; Beninato, Teresa; Bini, Marta; Mensah, Mavis; Ganzinelli, Monica; Zilembo, Nicoletta; de Braud, Filippo; Sozzi, Gabriella; Restelli, Marcello; Pedrocchi, Alessandra; Garassino, Marina Chiara; Trovo, Francesco |
Title of the review |
CLINICAL CANCER RESEARCH (ISSN: 1557-3265) |
Pages |
PO-065 |
Item link |
http://hdl.handle.net/11311/1170819 |
|
Abstract in Atti di convegno |
Advancing drought monitoring via feature extraction (Show >>)(Hide <<)
|
Author/s |
Giuliani, M.; Metelli, A. M.; Restelli, M.; Castelletti, A. |
Title of the book |
American Geophysical Union (AGU) Fall Meeting Abstracts |
Title of the convention |
AGU Fall Meeting 2021 |
Location of the convention |
New Orleans, LA & online |
Period of the convention |
13/12/2021 - 17/12/2021 |
Item link |
http://hdl.handle.net/11311/1209039 |
|
The Human Nasal Cavity: Towards the Optimal Surgery with CFD and Machine Learning (Show >>)(Hide <<)
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Author/s |
Schillaci, A.; Butera, L.; Romani, G.; Pipolo, C.; Felisati, G.; Restelli, M.; Boracchi, G.; Quadrio, M. |
Title of the book |
25th International Congress of Theoretical and Applied Mechanics (XXV ICTAM) |
Title of the convention |
25th International Congress of Theoretical and Applied Mechanics (XXV ICTAM) |
Location of the convention |
Virtual Congress |
Period of the convention |
Aug. 22-27, 2021 |
Item link |
http://hdl.handle.net/11311/1185037 |
|
Patents |
Metodo implementato mediante computer per compilazione quantistica in tempo reale basato su intelligenza artificiale (Show >>)(Hide <<)
|
Author/s |
Prati, E.; Moro, L.; Restelli, M. |
Patent owner |
Politecnico di Milano, CONSIGLIO NAZIONALE DELLE RICERCHE |
Patent number |
102021000006179 |
Item link |
http://hdl.handle.net/11311/1214164 |
|
Conference proceedings |
Author/s |
BERNASCONI de LUCA, Martino; Vittori, E.; Trovo', F.; Restelli, M. |
Title of the convention |
European Conference on Machine Learning |
Location of the convention |
Bilbao |
Title of the review |
--
|
Pages |
19 - 34 |
Item link |
http://hdl.handle.net/11311/1183563 |
|
Exploiting History Data for Nonstationary Multi-armed Bandit (Show >>)(Hide <<)
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Author/s |
Re, Gerlando; Chiusano, F.; Trovo', Francesco; Carrera, D.; Boracchi, G.; Restelli, M. |
Title of the convention |
European Conference on Machine Learning |
Location of the convention |
Virtuale |
Title of the review |
--
|
Pages |
51 - 66 |
Item link |
http://hdl.handle.net/11311/1203790 |
|
Inferring Functional Properties from Fluid Dynamics Features (Show >>)(Hide <<)
|
Author/s |
Schillaci, A.; Quadrio, M.; Pipolo, C.; Restelli, M.; Boracchi, G. |
Title of the convention |
25th International Conference on Pattern Recognition (ICPR) |
Location of the convention |
Milan, Italy |
Period of the convention |
Jan 10-15, 2021 |
Title of the review |
--
|
Pages |
4091 - 4098 |
Item link |
http://hdl.handle.net/11311/1158431 |
|
Learning FX trading strategies with FQI and persistent actions (Show >>)(Hide <<)
|
Author/s |
Riva, Antonio; Bisi, Lorenzo; Liotet, Pierre; Sabbioni, Luca; Vittori, Edoardo; Pinciroli, Marco; Trapletti, Michele; Restelli, Marcello |
Title of the convention |
ACM International Conference on AI in Finance |
Location of the convention |
Virtual |
Title of the review |
--
|
Pages |
1 - 9 |
Item link |
http://hdl.handle.net/11311/1220637 |
|
Learning a Belief Representation for Delayed Reinforcement Learning (Show >>)(Hide <<)
|
Author/s |
Liotet, P.; Venneri, E.; Restelli, M. |
Title of the convention |
2021 International Joint Conference on Neural Networks, IJCNN 2021 |
Location of the convention |
chn |
Period of the convention |
2021 |
Title of the review |
--
|
Pages |
1 - 8 |
Item link |
http://hdl.handle.net/11311/1208256 |
|
Learning in Non-Cooperative Configurable Markov Decision Processes (Show >>)(Hide <<)
|
Author/s |
Ramponi, Giorgia; Metelli, ALBERTO MARIA; Concetti, Alessandro; Restelli, Marcello |
Title of the convention |
Thirty-fifth Conference on Neural Information Processing Systems (NeurIPS 2021) |
Location of the convention |
Online |
Title of the review |
--
|
Pages |
22808 - 22821 |
Item link |
http://hdl.handle.net/11311/1208813 |
|
Leveraging Good Representations in Linear Contextual Bandits (Show >>)(Hide <<)
|
Author/s |
Papini, Matteo; Tirinzoni, Andrea; Restelli, Marcello; Lazaric, Alessandro; Pirotta, Matteo |
Title of the convention |
38th International Conference on Machine Learning, (ICML) 2021 |
Location of the convention |
Online |
Period of the convention |
18-24 July 2021 |
Title of the review |
--
|
Pages |
8371 - 8380 |
Item link |
http://hdl.handle.net/11311/1208272 |
|
Meta-Reinforcement Learning by Tracking Task Non-stationarity (Show >>)(Hide <<)
|
Author/s |
Poiani, R.; Tirinzoni, A.; Restelli, M. |
Title of the convention |
30th International Joint Conference on Artificial Intelligence, IJCAI 2021 |
Location of the convention |
can |
Period of the convention |
2021 |
Title of the review |
IJCAI (ISSN: 1045-0823)
|
Pages |
2899 - 2905 |
Item link |
http://hdl.handle.net/11311/1207855 |
|
Author/s |
Vittori, E.; Likmeta, A.; Restelli, M. |
Title of the convention |
2nd ACM International Conference on AI in Finance, ICAIF 2021 |
Location of the convention |
Online |
Period of the convention |
2021 |
Title of the review |
--
|
Pages |
1 - 9 |
Item link |
http://hdl.handle.net/11311/1231798 |
|
Newton Optimization on Helmholtz Decomposition for Continuous Games (Show >>)(Hide <<)
|
Author/s |
Ramponi, G.; Restelli, M. |
Title of the convention |
Thirty-Fifth {AAAI} Conference on Artificial Intelligence |
Location of the convention |
Online |
Title of the review |
--
|
Pages |
11325 - 11333 |
Item link |
http://hdl.handle.net/11311/1207965 |
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Policy Optimization as Online Learning with Mediator Feedback (Show >>)(Hide <<)
|
Author/s |
Metelli, ALBERTO MARIA; Papini, Matteo; D'Oro, Pierluca; Restelli, Marcello |
Title of the convention |
Thirty-Fifth {AAAI} Conference on Artificial Intelligence |
Location of the convention |
Online |
Title of the review |
--
|
Pages |
8958 - 8966 |
Item link |
http://hdl.handle.net/11311/1208263 |
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Provably Efficient Learning of Transferable Rewards (Show >>)(Hide <<)
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Author/s |
Metelli, ALBERTO MARIA; Ramponi, Giorgia; Concetti, Alessandro; Restelli, Marcello |
Title of the convention |
38th International Conference on Machine Learning, (ICML) 2021 |
Location of the convention |
Online |
Title of the review |
--
|
Pages |
7665 - 7676 |
Item link |
http://hdl.handle.net/11311/1208268 |
|
Reinforcement Learning in Linear MDPs: Constant Regret and Representation Selection (Show >>)(Hide <<)
|
Author/s |
Papini, Matteo; Tirinzoni, Andrea; Pacchiano, Aldo; Restelli, Marcello; Lazaric, Alessandro; Pirotta, Matteo |
Title of the convention |
Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, NeurIPS 2021 |
Location of the convention |
Online |
Period of the convention |
DEC. 06-14, 2021 |
Title of the review |
--
|
Pages |
16371 - 16383 |
Item link |
http://hdl.handle.net/11311/1234347 |
|
Subgaussian and Differentiable Importance Sampling for Off-Policy Evaluation and Learning (Show >>)(Hide <<)
|
Author/s |
Metelli, ALBERTO MARIA; Russo, Alessio; Restelli, Marcello |
Title of the convention |
Thirty-fifth Conference on Neural Information Processing Systems (NeurIPS 2021) |
Location of the convention |
Online |
Title of the review |
--
|
Pages |
8119 - 8132 |
Item link |
http://hdl.handle.net/11311/1208812 |
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Task-Agnostic Exploration via Policy Gradient of a Non-Parametric State Entropy Estimate (Show >>)(Hide <<)
|
Author/s |
Mutti, Mirco; Pratissoli, Lorenzo; Restelli, Marcello |
Title of the convention |
Thirty-Fifth {AAAI} Conference on Artificial Intelligence |
Location of the convention |
Online |
Title of the review |
--
|
Pages |
9028 - 9036 |
Item link |
http://hdl.handle.net/11311/1208265 |
|
Time-Variant Variational Transfer for Value Functions (Show >>)(Hide <<)
|
Author/s |
Canonaco, G.; Soprani, A.; Giuliani, M.; Castelletti, A.; Roveri, M.; Restelli, M. |
Title of the convention |
37th Conference on Uncertainty in Artificial Intelligence, UAI 2021 |
Location of the convention |
Online |
Period of the convention |
2021 |
Title of the review |
--
|
Pages |
876 - 886 |
Item link |
http://hdl.handle.net/11311/1208258 |
|
Journal Articles |
A voltage dynamic-based state of charge estimation method for batteries storage systems (Show >>)(Hide <<)
|
Author/s |
Mussi, M.; Pellegrino, L.; Restelli, M.; Trovò, Francesco |
Title of the review |
JOURNAL OF ENERGY STORAGE (ISSN: 2352-152X) |
Volume |
44 |
Brochure |
-- |
Pages |
1 - 10 |
Item link |
http://hdl.handle.net/11311/1208255 |
|
Data-driven indicators for the detection and prediction of stuck-pipe events in oil&gas drilling operations (Show >>)(Hide <<)
|
Author/s |
Brankovic, A.; Matteucci, M.; Restelli, M.; Ferrarini, L.; Piroddi, L.; Spelta, A.; Zausa, F. |
Title of the review |
UPSTREAM OIL AND GAS TECHNOLOGY (ISSN: 2666-2604) |
Volume |
7 |
Brochure |
-- |
Pages |
1 - 11 |
Item link |
http://hdl.handle.net/11311/1204223 |
|
Dealing with multiple experts and non-stationarity in inverse reinforcement learning: an application to real-life problems (Show >>)(Hide <<)
|
Author/s |
Likmeta, A.; Metelli, A. M.; Ramponi, G.; Tirinzoni, A.; Giuliani, M.; Restelli, M. |
Title of the review |
MACHINE LEARNING (ISSN: 0885-6125) |
Volume |
110 |
Brochure |
9 |
Pages |
2541 - 2576 |
Item link |
http://hdl.handle.net/11311/1169636 |
|
Gaussian approximation for bias reduction in Q-learning (Show >>)(Hide <<)
|
Author/s |
D'Eramo, C.; Cini, A.; Nuara, A.; Pirotta, M.; Alippi, C.; Peters, J.; Restelli, M. |
Title of the review |
JOURNAL OF MACHINE LEARNING RESEARCH (ISSN: 1532-4435) |
Volume |
22 |
Brochure |
-- |
Pages |
1 - 51 |
Item link |
http://hdl.handle.net/11311/1207856 |
|
MushroomRL: Simplifying Reinforcement Learning Research (Show >>)(Hide <<)
|
Author/s |
D'Eramo, C; Tateo, D; Bonarini, A; Restelli, M; Peters, J |
Title of the review |
JOURNAL OF MACHINE LEARNING RESEARCH (ISSN: 1532-4435) |
Volume |
22 |
Brochure |
-- |
Pages |
1 - 5 |
Item link |
http://hdl.handle.net/11311/1184464 |
|
Author/s |
Moro, Lorenzo; Paris, Matteo G. A.; Restelli, Marcello; Prati, Enrico |
Title of the review |
COMMUNICATIONS PHYSICS (ISSN: 2399-3650) |
Volume |
4 |
Brochure |
1 |
Pages |
1 - 8 |
Item link |
http://hdl.handle.net/11311/1182086 |
|
Safe policy iteration: A monotonically improving approximate policy iteration approach (Show >>)(Hide <<)
|
Author/s |
Metelli, A. M.; Pirotta, M.; Calandriello, D.; Restelli, M. |
Title of the review |
JOURNAL OF MACHINE LEARNING RESEARCH (ISSN: 1532-4435) |
Volume |
22 |
Brochure |
-- |
Pages |
1 - 83 |
Item link |
http://hdl.handle.net/11311/1177647 |
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